K. Michael Martini

According to our database, K. Michael Martini authored at least 6 papers between 2024 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Information bottleneck for learning the phase space of dynamics from high-dimensional experimental data.

K. Michael Martini, Eslam Abdelaleem, Paarth Gulati, Ilya Nemenman

CoRR, April, 2026

2025

Accurate Estimation of Mutual Information in High Dimensional Data.

Eslam Abdelaleem, K. Michael Martini, Ilya Nemenman

CoRR, June, 2025

Variance in C. elegans gut bacterial load suggests complex host-microbe dynamics.

Satya Spandana Boddu, K. Michael Martini, Ilya Nemenman, Nic M. Vega

PLoS Comput. Biol., 2025

Deep Variational Multivariate Information Bottleneck - A Framework for Variational Losses.

Eslam Abdelaleem, Ilya Nemenman, K. Michael Martini

J. Mach. Learn. Res., 2025

2024

Simultaneous Dimensionality Reduction: A Data Efficient Approach for Multimodal Representations Learning.

Eslam Abdelaleem, Ahmed Roman, K. Michael Martini, Ilya Nemenman

Trans. Mach. Learn. Res., 2024

Data Efficiency, Dimensionality Reduction, and the Generalized Symmetric Information Bottleneck.

K. Michael Martini, Ilya Nemenman

Neural Comput., 2024